Full course is now available on my private website. Become a member and get full access: meerkatstatistics.com/courses/variational-inference-in-r/ * 🎉 Special UA-cam 60% Discount on Yearly Plan - valid for the 1st 100 subscribers; Voucher code: First100 🎉 * “VI in R” Course Outline: Administration * Administration Intro * Intuition - what is VI? * Notebook - Intuition * Origin, Outline, Context KL Divergence * KL Introduction * KL - Extra Intuition * Notebook - KL - Exercises * Notebook - KL - Additional Topics * KL vs. Other Metrics VI vs. ML * VI (using KL) vs. Maximum Likelihood ELBO & “Mean Field” * ELBO * “Mean Field” Approximation Coordinate Ascent VI (CAVI) * Coordinate Ascent VI (CAVI) * Functional Derivative & Euler-Lagrange Equation * CAVI - Toy Example * CAVI - Bayesian GMM Example * Notebook - Normal-Gamma Conjugate Prior * Notebook - Bayesian GMM - Unknown Precision * Notebook - Image Denoising (Ising Model) Exponential Family * CAVI for the Exponential Family * Conjugacy in the Exponential Family * Notebook - Latent Dirichlet Allocations Example VI vs. EM * VI vs. EM Stochastic VI / Advanced VI * SVI - Review * SVI for Exponential Family * Automatic Differentiation VI (ADVI) * Notebook - ADVI Example (using STAN) * Black Box VI (BBVI) * Notebook - BBVI Example Expectation Propagation * Forward vs. Reverse KL * Expectation Propagation Why become a member? * All video content * Extra material (notebooks) * Access to code and notes * Community Discussion * No Ads * Support the Creator ❤
I noticed that this happens if you use type-C headphones. It seems to lower certain sounds... (or maybe the opposite - 3.5 mm audio increases certain sounds) :-( I was not aware of this before... Not sure what to do about it now...
Full course is now available on my private website. Become a member and get full access:
meerkatstatistics.com/courses/variational-inference-in-r/
* 🎉 Special UA-cam 60% Discount on Yearly Plan - valid for the 1st 100 subscribers; Voucher code: First100 🎉 *
“VI in R” Course Outline:
Administration
* Administration
Intro
* Intuition - what is VI?
* Notebook - Intuition
* Origin, Outline, Context
KL Divergence
* KL Introduction
* KL - Extra Intuition
* Notebook - KL - Exercises
* Notebook - KL - Additional Topics
* KL vs. Other Metrics
VI vs. ML
* VI (using KL) vs. Maximum Likelihood
ELBO & “Mean Field”
* ELBO
* “Mean Field” Approximation
Coordinate Ascent VI (CAVI)
* Coordinate Ascent VI (CAVI)
* Functional Derivative & Euler-Lagrange Equation
* CAVI - Toy Example
* CAVI - Bayesian GMM Example
* Notebook - Normal-Gamma Conjugate Prior
* Notebook - Bayesian GMM - Unknown Precision
* Notebook - Image Denoising (Ising Model)
Exponential Family
* CAVI for the Exponential Family
* Conjugacy in the Exponential Family
* Notebook - Latent Dirichlet Allocations Example
VI vs. EM
* VI vs. EM
Stochastic VI / Advanced VI
* SVI - Review
* SVI for Exponential Family
* Automatic Differentiation VI (ADVI)
* Notebook - ADVI Example (using STAN)
* Black Box VI (BBVI)
* Notebook - BBVI Example
Expectation Propagation
* Forward vs. Reverse KL
* Expectation Propagation
Why become a member?
* All video content
* Extra material (notebooks)
* Access to code and notes
* Community Discussion
* No Ads
* Support the Creator ❤
מלך! הסברים ממש טובים, עזר לי מאוד
Ah! Finally a good and to the point explanation after searching so much on UA-cam. Thankyou! You have a new subscriber now.
Thank you for the great explanation!
Audio is not good
Sound is too low. Not very well explained.
I'll try to improve for the next ones.
the sound is tooooo low
sounds good on my device... Try raising the volume.
I noticed that this happens if you use type-C headphones. It seems to lower certain sounds... (or maybe the opposite - 3.5 mm audio increases certain sounds)
:-( I was not aware of this before... Not sure what to do about it now...
@@MeerkatStatistics actually I'm watching using laptop, the audio using jack 3.5mm
@@trontonmogok and it still sounds low? With my 3.5 mm they sound good... Anyway - I might redo these videos in the future.